Pandas Profiling Report

Dataset statistics

Number of variables	46
Number of observations	7043
Missing cells	15557
Missing cells (%)	4.8%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	2.5 MiB
Average record size in memory	368.0 B

Variable types

Categorical	11
Boolean	17
Numeric	18

Alerts

`Customer ID` has a high cardinality: 7043 distinct values	High cardinality
`City` has a high cardinality: 1106 distinct values	High cardinality
`Number of Referrals` is highly overall correlated with `Referred a Friend` and 1 other fields	High correlation
`Tenure in Months` is highly overall correlated with `Total Regular Charges` and 2 other fields	High correlation
`Avg Monthly Long Distance Charges` is highly overall correlated with `Total Long Distance Charges` and 1 other fields	High correlation
`Avg Monthly GB Download` is highly overall correlated with `Internet Service` and 1 other fields	High correlation
`Monthly Charge` is highly overall correlated with `Total Regular Charges` and 8 other fields	High correlation
`Total Regular Charges` is highly overall correlated with `Tenure in Months` and 6 other fields	High correlation
`Total Long Distance Charges` is highly overall correlated with `Tenure in Months` and 2 other fields	High correlation
`Age` is highly overall correlated with `Under 30` and 1 other fields	High correlation
`Number of Dependents` is highly overall correlated with `Dependents`	High correlation
`Zip Code` is highly overall correlated with `Latitude` and 1 other fields	High correlation
`Latitude` is highly overall correlated with `Zip Code` and 1 other fields	High correlation
`Longitude` is highly overall correlated with `Zip Code` and 1 other fields	High correlation
`Total Customer Svc Requests` is highly overall correlated with `Churn Value`	High correlation
`Referred a Friend` is highly overall correlated with `Number of Referrals` and 1 other fields	High correlation
`Offer` is highly overall correlated with `Tenure in Months`	High correlation
`Phone Service` is highly overall correlated with `Avg Monthly Long Distance Charges` and 1 other fields	High correlation
`Multiple Lines` is highly overall correlated with `Monthly Charge`	High correlation
`Internet Service` is highly overall correlated with `Avg Monthly GB Download` and 2 other fields	High correlation
`Internet Type` is highly overall correlated with `Monthly Charge` and 1 other fields	High correlation
`Online Backup` is highly overall correlated with `Total Regular Charges`	High correlation
`Device Protection Plan` is highly overall correlated with `Monthly Charge` and 1 other fields	High correlation
`Streaming TV` is highly overall correlated with `Monthly Charge` and 2 other fields	High correlation
`Streaming Movies` is highly overall correlated with `Monthly Charge` and 3 other fields	High correlation
`Streaming Music` is highly overall correlated with `Monthly Charge` and 1 other fields	High correlation
`Under 30` is highly overall correlated with `Avg Monthly GB Download` and 1 other fields	High correlation
`Senior Citizen` is highly overall correlated with `Age`	High correlation
`Married` is highly overall correlated with `Number of Referrals` and 1 other fields	High correlation
`Dependents` is highly overall correlated with `Number of Dependents`	High correlation
`Churn Value` is highly overall correlated with `Total Customer Svc Requests` and 3 other fields	High correlation
`Churn Category` is highly overall correlated with `Churn Value` and 1 other fields	High correlation
`Churn Reason` is highly overall correlated with `Churn Value` and 1 other fields	High correlation
`Customer Satisfaction` is highly overall correlated with `Churn Value`	High correlation
`Phone Service` is highly imbalanced (54.1%)	Imbalance
`Churn Category` has 5174 (73.5%) missing values	Missing
`Churn Reason` has 5174 (73.5%) missing values	Missing
`Customer Satisfaction` has 5209 (74.0%) missing values	Missing
`Customer ID` is uniformly distributed	Uniform
`Customer ID` has unique values	Unique
`Number of Referrals` has 3821 (54.3%) zeros	Zeros
`Avg Monthly Long Distance Charges` has 682 (9.7%) zeros	Zeros
`Avg Monthly GB Download` has 1526 (21.7%) zeros	Zeros
`Total Refunds` has 6518 (92.5%) zeros	Zeros
`Total Extra Data Charges` has 4011 (57.0%) zeros	Zeros
`Total Long Distance Charges` has 682 (9.7%) zeros	Zeros
`Number of Dependents` has 5416 (76.9%) zeros	Zeros
`Total Customer Svc Requests` has 2443 (34.7%) zeros	Zeros
`Product/Service Issues Reported` has 5621 (79.8%) zeros	Zeros

Reproduction

Analysis started	2024-01-30 23:01:50.664213
Analysis finished	2024-01-30 23:02:42.255344
Duration	51.59 seconds
Software version	ydata-profiling v0.0.dev0
Download configuration	config.json

Customer ID
Categorical

HIGH CARDINALITY UNIFORM UNIQUE

Distinct	7043
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	55.2 KiB

8779-QRDMV	1
9817-APLHW	1
5447-VYTKW	1
8871-JLMHM	1
7029-IJEJK	1
Other values (7038)	7038

Length

Max length	10
Median length	10
Mean length	10
Min length	10

Characters and Unicode

Total characters	70430
Distinct characters	37
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	7043 ?
Unique (%)	100.0%

Sample

1st row	8779-QRDMV
2nd row	7495-OOKFY
3rd row	1658-BYGOY
4th row	4598-XLKNJ
5th row	4846-WHAFZ

Common Values

Value	Count	Frequency (%)
8779-QRDMV	1	< 0.1%
9817-APLHW	1	< 0.1%
5447-VYTKW	1	< 0.1%
8871-JLMHM	1	< 0.1%
7029-IJEJK	1	< 0.1%
4536-PLEQY	1	< 0.1%
6923-AQONU	1	< 0.1%
1335-HQMKX	1	< 0.1%
4616-EWBNJ	1	< 0.1%
0384-LPITE	1	< 0.1%
Other values (7033)	7033	99.9%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
8779-qrdmv	1	< 0.1%
7273-tefqd	1	< 0.1%
4598-xlknj	1	< 0.1%
4846-whafz	1	< 0.1%
4412-yltkf	1	< 0.1%
0390-dcfdq	1	< 0.1%
3445-hxxgf	1	< 0.1%
2656-fmokz	1	< 0.1%
2070-fnexe	1	< 0.1%
0094-oifmo	1	< 0.1%
Other values (7033)	7033	99.9%

Most occurring characters

Value	Count	Frequency (%)
-	7043	10.0%
2	2901	4.1%
9	2881	4.1%
6	2870	4.1%
7	2836	4.0%
0	2831	4.0%
8	2812	4.0%
5	2810	4.0%
3	2791	4.0%
1	2726	3.9%
Other values (27)	37929	53.9%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	35215	50.0%
Decimal Number	28172	40.0%
Dash Punctuation	7043	10.0%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
O	1442	4.1%
H	1396	4.0%
B	1393	4.0%
S	1386	3.9%
V	1382	3.9%
T	1374	3.9%
C	1368	3.9%
Z	1368	3.9%
K	1363	3.9%
L	1363	3.9%
Other values (16)	21380	60.7%

Decimal Number

Value	Count	Frequency (%)
2	2901	10.3%
9	2881	10.2%
6	2870	10.2%
7	2836	10.1%
0	2831	10.0%
8	2812	10.0%
5	2810	10.0%
3	2791	9.9%
1	2726	9.7%
4	2714	9.6%

Dash Punctuation

Value	Count	Frequency (%)
-	7043	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	35215	50.0%
Latin	35215	50.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
O	1442	4.1%
H	1396	4.0%
B	1393	4.0%
S	1386	3.9%
V	1382	3.9%
T	1374	3.9%
C	1368	3.9%
Z	1368	3.9%
K	1363	3.9%
L	1363	3.9%
Other values (16)	21380	60.7%

Common

Value	Count	Frequency (%)
-	7043	20.0%
2	2901	8.2%
9	2881	8.2%
6	2870	8.1%
7	2836	8.1%
0	2831	8.0%
8	2812	8.0%
5	2810	8.0%
3	2791	7.9%
1	2726	7.7%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	70430	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
-	7043	10.0%
2	2901	4.1%
9	2881	4.1%
6	2870	4.1%
7	2836	4.0%
0	2831	4.0%
8	2812	4.0%
5	2810	4.0%
3	2791	4.0%
1	2726	3.9%
Other values (27)	37929	53.9%

Referred a Friend
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	7.0 KiB

False	3821
True	3222

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
False	3821	54.3%
True	3222	45.7%

Number of Referrals
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	12
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.9518671

Minimum	0
Maximum	11
Zeros	3821
Zeros (%)	54.3%
Negative	0
Negative (%)	0.0%
Memory size	55.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	3
95-th percentile	9
Maximum	11
Range	11
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	3.0011993
Coefficient of variation (CV)	1.5376043
Kurtosis	0.72196393
Mean	1.9518671
Median Absolute Deviation (MAD)	0
Skewness	1.4460596
Sum	13747
Variance	9.0071972
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
0	3821	54.3%
1	1086	15.4%
5	264	3.7%
3	255	3.6%
7	248	3.5%
9	238	3.4%
2	236	3.4%
4	236	3.4%
10	223	3.2%
6	221	3.1%
Other values (2)	215	3.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	3821	54.3%
1	1086	15.4%
2	236	3.4%
3	255	3.6%
4	236	3.4%
5	264	3.7%
6	221	3.1%
7	248	3.5%
8	213	3.0%
9	238	3.4%

Value	Count	Frequency (%)
11	2	< 0.1%
10	223	3.2%
9	238	3.4%
8	213	3.0%
7	248	3.5%
6	221	3.1%
5	264	3.7%
4	236	3.4%
3	255	3.6%
2	236	3.4%

Tenure in Months
Real number (ℝ)

Distinct	72
Distinct (%)	1.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	32.386767

Minimum	1
Maximum	72
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	55.2 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	9
median	29
Q3	55
95-th percentile	72
Maximum	72
Range	71
Interquartile range (IQR)	46

Descriptive statistics

Standard deviation	24.542061
Coefficient of variation (CV)	0.75778052
Kurtosis	-1.3870524
Mean	32.386767
Median Absolute Deviation (MAD)	22
Skewness	0.24054261
Sum	228100
Variance	602.31276
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	613	8.7%
72	362	5.1%
2	238	3.4%
3	200	2.8%
4	176	2.5%
71	170	2.4%
5	133	1.9%
7	131	1.9%
10	127	1.8%
8	123	1.7%
Other values (62)	4770	67.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	613	8.7%
2	238	3.4%
3	200	2.8%
4	176	2.5%
5	133	1.9%
6	110	1.6%
7	131	1.9%
8	123	1.7%
9	119	1.7%
10	127	1.8%

Value	Count	Frequency (%)
72	362	5.1%
71	170	2.4%
70	119	1.7%
69	95	1.3%
68	100	1.4%
67	98	1.4%
66	89	1.3%
65	76	1.1%
64	80	1.1%
63	72	1.0%

Offer
Categorical

Distinct	6
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.2 KiB

None	3877
Offer B	824
Offer E	805
Offer D	602
Offer A	520

Length

Max length	7
Median length	4
Mean length	5.3485731
Min length	4

Characters and Unicode

Total characters	37670
Distinct characters	13
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	None
2nd row	Offer E
3rd row	Offer D
4th row	Offer C
5th row	Offer C

Common Values

Value	Count	Frequency (%)
None	3877	55.0%
Offer B	824	11.7%
Offer E	805	11.4%
Offer D	602	8.5%
Offer A	520	7.4%
Offer C	415	5.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
none	3877	38.0%
offer	3166	31.0%
b	824	8.1%
e	805	7.9%
d	602	5.9%
a	520	5.1%
c	415	4.1%

Most occurring characters

Value	Count	Frequency (%)
e	7043	18.7%
f	6332	16.8%
N	3877	10.3%
o	3877	10.3%
n	3877	10.3%
O	3166	8.4%
r	3166	8.4%
	3166	8.4%
B	824	2.2%
E	805	2.1%
Other values (3)	1537	4.1%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	24295	64.5%
Uppercase Letter	10209	27.1%
Space Separator	3166	8.4%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
N	3877	38.0%
O	3166	31.0%
B	824	8.1%
E	805	7.9%
D	602	5.9%
A	520	5.1%
C	415	4.1%

Lowercase Letter

Value	Count	Frequency (%)
e	7043	29.0%
f	6332	26.1%
o	3877	16.0%
n	3877	16.0%
r	3166	13.0%

Space Separator

Value	Count	Frequency (%)
	3166	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	34504	91.6%
Common	3166	8.4%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	7043	20.4%
f	6332	18.4%
N	3877	11.2%
o	3877	11.2%
n	3877	11.2%
O	3166	9.2%
r	3166	9.2%
B	824	2.4%
E	805	2.3%
D	602	1.7%
Other values (2)	935	2.7%

Common

Value	Count	Frequency (%)
	3166	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	37670	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	7043	18.7%
f	6332	16.8%
N	3877	10.3%
o	3877	10.3%
n	3877	10.3%
O	3166	8.4%
r	3166	8.4%
	3166	8.4%
B	824	2.2%
E	805	2.1%
Other values (3)	1537	4.1%

Phone Service
Boolean

HIGH CORRELATION IMBALANCE

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	7.0 KiB

True	6361
False	682

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
True	6361	90.3%
False	682	9.7%

Avg Monthly Long Distance Charges
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	3584
Distinct (%)	50.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	22.958954

Minimum	0
Maximum	49.99
Zeros	682
Zeros (%)	9.7%
Negative	0
Negative (%)	0.0%
Memory size	55.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	9.21
median	22.89
Q3	36.395
95-th percentile	47.34
Maximum	49.99
Range	49.99
Interquartile range (IQR)	27.185

Descriptive statistics

Standard deviation	15.448113
Coefficient of variation (CV)	0.6728579
Kurtosis	-1.2546544
Mean	22.958954
Median Absolute Deviation (MAD)	13.6
Skewness	0.049175899
Sum	161699.91
Variance	238.64421
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	682	9.7%
18.26	7	0.1%
18.74	6	0.1%
30.09	6	0.1%
42.55	6	0.1%
45.92	6	0.1%
30.07	6	0.1%
25.57	6	0.1%
49.51	6	0.1%
18.42	6	0.1%
Other values (3574)	6306	89.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	682	9.7%
1.01	1	< 0.1%
1.02	3	< 0.1%
1.03	1	< 0.1%
1.05	1	< 0.1%
1.06	1	< 0.1%
1.07	1	< 0.1%
1.08	2	< 0.1%
1.09	2	< 0.1%
1.1	1	< 0.1%

Value	Count	Frequency (%)
49.99	1	< 0.1%
49.98	3	< 0.1%
49.96	2	< 0.1%
49.95	2	< 0.1%
49.94	1	< 0.1%
49.92	1	< 0.1%
49.91	3	< 0.1%
49.9	3	< 0.1%
49.88	1	< 0.1%
49.87	1	< 0.1%

Multiple Lines
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	7.0 KiB

False	4072
True	2971

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
False	4072	57.8%
True	2971	42.2%

Internet Service
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	7.0 KiB

True	5517
False	1526

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
True	5517	78.3%
False	1526	21.7%

Internet Type
Categorical

Distinct	4
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.2 KiB

Fiber Optic	2291
DSL	1680
Cable	1546
None	1526

Length

Max length	11
Median length	5
Mean length	6.2579867
Min length	3

Characters and Unicode

Total characters	44075
Distinct characters	19
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Fiber Optic
2nd row	Cable
3rd row	Fiber Optic
4th row	Fiber Optic
5th row	Cable

Common Values

Value	Count	Frequency (%)
Fiber Optic	2291	32.5%
DSL	1680	23.9%
Cable	1546	22.0%
None	1526	21.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
fiber	2291	24.5%
optic	2291	24.5%
dsl	1680	18.0%
cable	1546	16.6%
none	1526	16.3%

Most occurring characters

Value	Count	Frequency (%)
e	5363	12.2%
i	4582	10.4%
b	3837	8.7%
F	2291	5.2%
p	2291	5.2%
t	2291	5.2%
c	2291	5.2%
O	2291	5.2%
	2291	5.2%
r	2291	5.2%
Other values (9)	14256	32.3%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	29090	66.0%
Uppercase Letter	12694	28.8%
Space Separator	2291	5.2%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	5363	18.4%
i	4582	15.8%
b	3837	13.2%
p	2291	7.9%
t	2291	7.9%
c	2291	7.9%
r	2291	7.9%
a	1546	5.3%
l	1546	5.3%
o	1526	5.2%

Uppercase Letter

Value	Count	Frequency (%)
F	2291	18.0%
O	2291	18.0%
D	1680	13.2%
S	1680	13.2%
L	1680	13.2%
C	1546	12.2%
N	1526	12.0%

Space Separator

Value	Count	Frequency (%)
	2291	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	41784	94.8%
Common	2291	5.2%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	5363	12.8%
i	4582	11.0%
b	3837	9.2%
F	2291	5.5%
p	2291	5.5%
t	2291	5.5%
c	2291	5.5%
O	2291	5.5%
r	2291	5.5%
D	1680	4.0%
Other values (8)	12576	30.1%

Common

Value	Count	Frequency (%)
	2291	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	44075	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	5363	12.2%
i	4582	10.4%
b	3837	8.7%
F	2291	5.2%
p	2291	5.2%
t	2291	5.2%
c	2291	5.2%
O	2291	5.2%
	2291	5.2%
r	2291	5.2%
Other values (9)	14256	32.3%

Avg Monthly GB Download
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	63
Distinct (%)	0.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	21.11089

Minimum	0
Maximum	94
Zeros	1526
Zeros (%)	21.7%
Negative	0
Negative (%)	0.0%
Memory size	55.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	3
median	17
Q3	28
95-th percentile	69
Maximum	94
Range	94
Interquartile range (IQR)	25

Descriptive statistics

Standard deviation	20.948471
Coefficient of variation (CV)	0.9923064
Kurtosis	0.89649271
Mean	21.11089
Median Absolute Deviation (MAD)	12
Skewness	1.2112174
Sum	148684
Variance	438.83845
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1526	21.7%
19	208	3.0%
30	203	2.9%
23	175	2.5%
21	172	2.4%
13	171	2.4%
24	164	2.3%
22	162	2.3%
26	162	2.3%
29	162	2.3%
Other values (53)	3938	55.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1526	21.7%
2	116	1.6%
3	130	1.8%
4	129	1.8%
5	68	1.0%
6	113	1.6%
7	119	1.7%
8	122	1.7%
9	114	1.6%
10	132	1.9%

Value	Count	Frequency (%)
94	13	0.2%
90	8	0.1%
85	35	0.5%
84	13	0.2%
82	35	0.5%
80	18	0.3%
78	13	0.2%
76	64	0.9%
75	15	0.2%
73	63	0.9%

Online Security
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	7.0 KiB

False	5024
True	2019

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
False	5024	71.3%
True	2019	28.7%

Online Backup
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	7.0 KiB

False	4614
True	2429

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
False	4614	65.5%
True	2429	34.5%

Device Protection Plan
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	7.0 KiB

False	4621
True	2422

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
False	4621	65.6%
True	2422	34.4%

Premium Tech Support
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	7.0 KiB

False	4999
True	2044

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
False	4999	71.0%
True	2044	29.0%

Streaming TV
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	7.0 KiB

False	4336
True	2707

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
False	4336	61.6%
True	2707	38.4%

Streaming Movies
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	7.0 KiB

False	4311
True	2732

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
False	4311	61.2%
True	2732	38.8%

Streaming Music
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	7.0 KiB

False	4555
True	2488

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
False	4555	64.7%
True	2488	35.3%

Unlimited Data
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	7.0 KiB

False	4339
True	2704

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
False	4339	61.6%
True	2704	38.4%

Contract
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.2 KiB

Month-to-Month	3610
Two Year	1883
One Year	1550

Length

Max length	14
Median length	14
Mean length	11.075394
Min length	8

Characters and Unicode

Total characters	78004
Distinct characters	14
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Month-to-Month
2nd row	Month-to-Month
3rd row	Month-to-Month
4th row	Month-to-Month
5th row	Month-to-Month

Common Values

Value	Count	Frequency (%)
Month-to-Month	3610	51.3%
Two Year	1883	26.7%
One Year	1550	22.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
month-to-month	3610	34.5%
year	3433	32.8%
two	1883	18.0%
one	1550	14.8%

Most occurring characters

Value	Count	Frequency (%)
o	12713	16.3%
t	10830	13.9%
n	8770	11.2%
M	7220	9.3%
h	7220	9.3%
-	7220	9.3%
e	4983	6.4%
	3433	4.4%
Y	3433	4.4%
a	3433	4.4%
Other values (4)	8749	11.2%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	53265	68.3%
Uppercase Letter	14086	18.1%
Dash Punctuation	7220	9.3%
Space Separator	3433	4.4%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
o	12713	23.9%
t	10830	20.3%
n	8770	16.5%
h	7220	13.6%
e	4983	9.4%
a	3433	6.4%
r	3433	6.4%
w	1883	3.5%

Uppercase Letter

Value	Count	Frequency (%)
M	7220	51.3%
Y	3433	24.4%
T	1883	13.4%
O	1550	11.0%

Dash Punctuation

Value	Count	Frequency (%)
-	7220	100.0%

Space Separator

Value	Count	Frequency (%)
	3433	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	67351	86.3%
Common	10653	13.7%

Most frequent character per script

Latin

Value	Count	Frequency (%)
o	12713	18.9%
t	10830	16.1%
n	8770	13.0%
M	7220	10.7%
h	7220	10.7%
e	4983	7.4%
Y	3433	5.1%
a	3433	5.1%
r	3433	5.1%
T	1883	2.8%
Other values (2)	3433	5.1%

Common

Value	Count	Frequency (%)
-	7220	67.8%
	3433	32.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	78004	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
o	12713	16.3%
t	10830	13.9%
n	8770	11.2%
M	7220	9.3%
h	7220	9.3%
-	7220	9.3%
e	4983	6.4%
	3433	4.4%
Y	3433	4.4%
a	3433	4.4%
Other values (4)	8749	11.2%

Paperless Billing
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	7.0 KiB

True	4171
False	2872

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
True	4171	59.2%
False	2872	40.8%

Payment Method
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.2 KiB

Bank Withdrawal	3909
Credit Card	2749
Mailed Check	385

Length

Max length	15
Median length	15
Mean length	13.274741
Min length	11

Characters and Unicode

Total characters	93494
Distinct characters	17
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Bank Withdrawal
2nd row	Credit Card
3rd row	Bank Withdrawal
4th row	Bank Withdrawal
5th row	Bank Withdrawal

Common Values

Value	Count	Frequency (%)
Bank Withdrawal	3909	55.5%
Credit Card	2749	39.0%
Mailed Check	385	5.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
bank	3909	27.8%
withdrawal	3909	27.8%
credit	2749	19.5%
card	2749	19.5%
mailed	385	2.7%
check	385	2.7%

Most occurring characters

Value	Count	Frequency (%)
a	14861	15.9%
d	9792	10.5%
r	9407	10.1%
	7043	7.5%
i	7043	7.5%
t	6658	7.1%
C	5883	6.3%
h	4294	4.6%
k	4294	4.6%
l	4294	4.6%
Other values (7)	19925	21.3%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	72365	77.4%
Uppercase Letter	14086	15.1%
Space Separator	7043	7.5%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
a	14861	20.5%
d	9792	13.5%
r	9407	13.0%
i	7043	9.7%
t	6658	9.2%
h	4294	5.9%
k	4294	5.9%
l	4294	5.9%
w	3909	5.4%
n	3909	5.4%
Other values (2)	3904	5.4%

Uppercase Letter

Value	Count	Frequency (%)
C	5883	41.8%
B	3909	27.8%
W	3909	27.8%
M	385	2.7%

Space Separator

Value	Count	Frequency (%)
	7043	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	86451	92.5%
Common	7043	7.5%

Most frequent character per script

Latin

Value	Count	Frequency (%)
a	14861	17.2%
d	9792	11.3%
r	9407	10.9%
i	7043	8.1%
t	6658	7.7%
C	5883	6.8%
h	4294	5.0%
k	4294	5.0%
l	4294	5.0%
w	3909	4.5%
Other values (6)	16016	18.5%

Common

Value	Count	Frequency (%)
	7043	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	93494	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
a	14861	15.9%
d	9792	10.5%
r	9407	10.1%
	7043	7.5%
i	7043	7.5%
t	6658	7.1%
C	5883	6.3%
h	4294	4.6%
k	4294	4.6%
l	4294	4.6%
Other values (7)	19925	21.3%

Monthly Charge
Real number (ℝ)

Distinct	2298
Distinct (%)	32.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	65.5388

Minimum	18.25
Maximum	123.084
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	55.2 KiB

Quantile statistics

Minimum	18.25
5-th percentile	19.65
Q1	35.89
median	71.968
Q3	90.65
95-th percentile	109.0494
Maximum	123.084
Range	104.834
Interquartile range (IQR)	54.76

Descriptive statistics

Standard deviation	30.606805
Coefficient of variation (CV)	0.46700283
Kurtosis	-1.2654401
Mean	65.5388
Median Absolute Deviation (MAD)	23.432
Skewness	-0.22290146
Sum	461589.77
Variance	936.77653
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
20.05	61	0.9%
19.85	45	0.6%
19.95	44	0.6%
19.9	44	0.6%
19.7	43	0.6%
19.65	43	0.6%
20	43	0.6%
20.15	40	0.6%
19.55	40	0.6%
19.75	39	0.6%
Other values (2288)	6601	93.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
18.25	1	< 0.1%
18.4	1	< 0.1%
18.55	1	< 0.1%
18.7	2	< 0.1%
18.75	1	< 0.1%
18.8	7	0.1%
18.85	5	0.1%
18.9	2	< 0.1%
18.95	6	0.1%
19	7	0.1%

Value	Count	Frequency (%)
123.084	1	< 0.1%
122.512	1	< 0.1%
122.148	1	< 0.1%
120.848	1	< 0.1%
120.276	1	< 0.1%
120.172	1	< 0.1%
119.08	1	< 0.1%
118.768	1	< 0.1%
118.75	1	< 0.1%
118.65	1	< 0.1%

Total Regular Charges
Real number (ℝ)

Distinct	6540
Distinct (%)	92.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2280.3813

Minimum	18.8
Maximum	8684.8
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	55.2 KiB

Quantile statistics

Minimum	18.8
5-th percentile	49.65
Q1	400.15
median	1394.55
Q3	3786.6
95-th percentile	6921.025
Maximum	8684.8
Range	8666
Interquartile range (IQR)	3386.45

Descriptive statistics

Standard deviation	2266.2205
Coefficient of variation (CV)	0.99379016
Kurtosis	-0.22769266
Mean	2280.3813
Median Absolute Deviation (MAD)	1219.75
Skewness	0.96379109
Sum	16060725
Variance	5135755.2
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
20.2	11	0.2%
19.75	9	0.1%
19.9	8	0.1%
19.65	8	0.1%
20.05	8	0.1%
45.3	7	0.1%
19.55	7	0.1%
20.15	6	0.1%
19.45	6	0.1%
20.25	6	0.1%
Other values (6530)	6967	98.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
18.8	1	< 0.1%
18.85	2	< 0.1%
18.9	1	< 0.1%
19	1	< 0.1%
19.05	1	< 0.1%
19.1	3	< 0.1%
19.15	1	< 0.1%
19.2	4	0.1%
19.25	3	< 0.1%
19.3	4	0.1%

Value	Count	Frequency (%)
8684.8	1	< 0.1%
8672.45	1	< 0.1%
8670.1	1	< 0.1%
8594.4	1	< 0.1%
8564.75	1	< 0.1%
8547.15	1	< 0.1%
8543.25	1	< 0.1%
8529.5	1	< 0.1%
8496.7	1	< 0.1%
8477.7	1	< 0.1%

Total Refunds
Real number (ℝ)

Distinct	500
Distinct (%)	7.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.9621823

Minimum	0
Maximum	49.79
Zeros	6518
Zeros (%)	92.5%
Negative	0
Negative (%)	0.0%
Memory size	55.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	18.149
Maximum	49.79
Range	49.79
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	7.9026144
Coefficient of variation (CV)	4.0274618
Kurtosis	18.350658
Mean	1.9621823
Median Absolute Deviation (MAD)	0
Skewness	4.3285167
Sum	13819.65
Variance	62.451314
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	6518	92.5%
46.06	2	< 0.1%
9.73	2	< 0.1%
32.55	2	< 0.1%
27.6	2	< 0.1%
41.74	2	< 0.1%
12.48	2	< 0.1%
29.76	2	< 0.1%
25.67	2	< 0.1%
29.88	2	< 0.1%
Other values (490)	507	7.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	6518	92.5%
1.01	1	< 0.1%
1.09	1	< 0.1%
1.27	1	< 0.1%
1.31	2	< 0.1%
1.48	1	< 0.1%
1.65	1	< 0.1%
1.66	1	< 0.1%
1.69	1	< 0.1%
1.83	1	< 0.1%

Value	Count	Frequency (%)
49.79	1	< 0.1%
49.76	1	< 0.1%
49.57	2	< 0.1%
49.53	1	< 0.1%
49.51	1	< 0.1%
49.38	1	< 0.1%
49.37	1	< 0.1%
49.24	1	< 0.1%
49.23	1	< 0.1%
49.22	1	< 0.1%

Total Extra Data Charges
Real number (ℝ)

Distinct	1798
Distinct (%)	25.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	278.49922

Minimum	0
Maximum	6477
Zeros	4011
Zeros (%)	57.0%
Negative	0
Negative (%)	0.0%
Memory size	55.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	182.62
95-th percentile	1541.8
Maximum	6477
Range	6477
Interquartile range (IQR)	182.62

Descriptive statistics

Standard deviation	685.03963
Coefficient of variation (CV)	2.4597542
Kurtosis	20.930331
Mean	278.49922
Median Absolute Deviation (MAD)	0
Skewness	4.0956178
Sum	1961470
Variance	469279.29
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	4011	57.0%
34	13	0.2%
38	12	0.2%
40	11	0.2%
35	10	0.1%
83	10	0.1%
25	10	0.1%
69	10	0.1%
26	10	0.1%
49	9	0.1%
Other values (1788)	2937	41.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	4011	57.0%
0.38	1	< 0.1%
0.59	1	< 0.1%
0.72	1	< 0.1%
0.93	1	< 0.1%
0.95	1	< 0.1%
1.37	1	< 0.1%
1.68	1	< 0.1%
1.99	1	< 0.1%
2	4	0.1%

Value	Count	Frequency (%)
6477	1	< 0.1%
6431	1	< 0.1%
6318	1	< 0.1%
6261	1	< 0.1%
6078	1	< 0.1%
6047	1	< 0.1%
5882	1	< 0.1%
5788	1	< 0.1%
5741	1	< 0.1%
5602	1	< 0.1%

Total Long Distance Charges
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	6087
Distinct (%)	86.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	749.09926

Minimum	0
Maximum	3564.72
Zeros	682
Zeros (%)	9.7%
Negative	0
Negative (%)	0.0%
Memory size	55.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	70.545
median	401.44
Q3	1191.1
95-th percentile	2577.877
Maximum	3564.72
Range	3564.72
Interquartile range (IQR)	1120.555

Descriptive statistics

Standard deviation	846.66005
Coefficient of variation (CV)	1.1302375
Kurtosis	0.64409208
Mean	749.09926
Median Absolute Deviation (MAD)	382.12
Skewness	1.238282
Sum	5275906.1
Variance	716833.25
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	682	9.7%
22.86	4	0.1%
15.6	4	0.1%
48.96	4	0.1%
2077.92	3	< 0.1%
177.12	3	< 0.1%
26	3	< 0.1%
597.6	3	< 0.1%
24.48	3	< 0.1%
378	3	< 0.1%
Other values (6077)	6331	89.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	682	9.7%
1.13	1	< 0.1%
1.15	1	< 0.1%
1.17	1	< 0.1%
1.23	1	< 0.1%
1.28	1	< 0.1%
1.47	1	< 0.1%
1.48	1	< 0.1%
1.5	1	< 0.1%
1.59	1	< 0.1%

Value	Count	Frequency (%)
3564.72	1	< 0.1%
3564	1	< 0.1%
3536.64	1	< 0.1%
3515.92	1	< 0.1%
3508.82	1	< 0.1%
3501.72	1	< 0.1%
3493.44	1	< 0.1%
3492.72	1	< 0.1%
3487.68	1	< 0.1%
3482.64	1	< 0.1%

Gender
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.2 KiB

Male	3555
Female	3488

Length

Max length	6
Median length	4
Mean length	4.990487
Min length	4

Characters and Unicode

Total characters	35148
Distinct characters	6
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Male
2nd row	Female
3rd row	Male
4th row	Female
5th row	Female

Common Values

Value	Count	Frequency (%)
Male	3555	50.5%
Female	3488	49.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
male	3555	50.5%
female	3488	49.5%

Most occurring characters

Value	Count	Frequency (%)
e	10531	30.0%
a	7043	20.0%
l	7043	20.0%
M	3555	10.1%
F	3488	9.9%
m	3488	9.9%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	28105	80.0%
Uppercase Letter	7043	20.0%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	10531	37.5%
a	7043	25.1%
l	7043	25.1%
m	3488	12.4%

Uppercase Letter

Value	Count	Frequency (%)
M	3555	50.5%
F	3488	49.5%

Most occurring scripts

Value	Count	Frequency (%)
Latin	35148	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	10531	30.0%
a	7043	20.0%
l	7043	20.0%
M	3555	10.1%
F	3488	9.9%
m	3488	9.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	35148	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	10531	30.0%
a	7043	20.0%
l	7043	20.0%
M	3555	10.1%
F	3488	9.9%
m	3488	9.9%

Age
Real number (ℝ)

Distinct	62
Distinct (%)	0.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	46.509726

Minimum	19
Maximum	80
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	55.2 KiB

Quantile statistics

Minimum	19
5-th percentile	21
Q1	32
median	46
Q3	60
95-th percentile	75
Maximum	80
Range	61
Interquartile range (IQR)	28

Descriptive statistics

Standard deviation	16.750352
Coefficient of variation (CV)	0.36014729
Kurtosis	-1.0028495
Mean	46.509726
Median Absolute Deviation (MAD)	14
Skewness	0.16218645
Sum	327568
Variance	280.57428
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
42	156	2.2%
47	153	2.2%
40	150	2.1%
44	148	2.1%
23	146	2.1%
56	144	2.0%
62	143	2.0%
35	142	2.0%
21	140	2.0%
33	139	2.0%
Other values (52)	5582	79.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
19	127	1.8%
20	127	1.8%
21	140	2.0%
22	130	1.8%
23	146	2.1%
24	109	1.5%
25	138	2.0%
26	115	1.6%
27	132	1.9%
28	119	1.7%

Value	Count	Frequency (%)
80	66	0.9%
79	76	1.1%
78	63	0.9%
77	72	1.0%
76	69	1.0%
75	74	1.1%
74	76	1.1%
73	85	1.2%
72	58	0.8%
71	68	1.0%

Under 30
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	7.0 KiB

False	5642
True	1401

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
False	5642	80.1%
True	1401	19.9%

Senior Citizen
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	7.0 KiB

False	5901
True	1142

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
False	5901	83.8%
True	1142	16.2%

Married
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	7.0 KiB

False	3641
True	3402

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
False	3641	51.7%
True	3402	48.3%

Dependents
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	7.0 KiB

False	5416
True	1627

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
False	5416	76.9%
True	1627	23.1%

Number of Dependents
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	10
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.46869232

Minimum	0
Maximum	9
Zeros	5416
Zeros (%)	76.9%
Negative	0
Negative (%)	0.0%
Memory size	55.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	3
Maximum	9
Range	9
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.96280195
Coefficient of variation (CV)	2.0542303
Kurtosis	4.4463579
Mean	0.46869232
Median Absolute Deviation (MAD)	0
Skewness	2.109932
Sum	3301
Variance	0.9269876
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	5416	76.9%
1	553	7.9%
2	531	7.5%
3	517	7.3%
5	10	0.1%
4	9	0.1%
6	3	< 0.1%
7	2	< 0.1%
8	1	< 0.1%
9	1	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	5416	76.9%
1	553	7.9%
2	531	7.5%
3	517	7.3%
4	9	0.1%
5	10	0.1%
6	3	< 0.1%
7	2	< 0.1%
8	1	< 0.1%
9	1	< 0.1%

Value	Count	Frequency (%)
9	1	< 0.1%
8	1	< 0.1%
7	2	< 0.1%
6	3	< 0.1%
5	10	0.1%
4	9	0.1%
3	517	7.3%
2	531	7.5%
1	553	7.9%
0	5416	76.9%

City
Categorical

Distinct	1106
Distinct (%)	15.7%
Missing	0
Missing (%)	0.0%
Memory size	55.2 KiB

Los Angeles	293
San Diego	285
San Jose	112
Sacramento	108
San Francisco	104
Other values (1101)	6141

Length

Max length	22
Median length	19
Mean length	9.2034644
Min length	3

Characters and Unicode

Total characters	64820
Distinct characters	52
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Los Angeles
2nd row	Los Angeles
3rd row	Los Angeles
4th row	Inglewood
5th row	Whittier

Common Values

Value	Count	Frequency (%)
Los Angeles	293	4.2%
San Diego	285	4.0%
San Jose	112	1.6%
Sacramento	108	1.5%
San Francisco	104	1.5%
Fresno	61	0.9%
Long Beach	60	0.9%
Oakland	52	0.7%
Escondido	51	0.7%
Stockton	44	0.6%
Other values (1096)	5873	83.4%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
san	718	6.9%
los	337	3.3%
angeles	293	2.8%
diego	285	2.8%
santa	181	1.8%
valley	171	1.7%
beach	169	1.6%
city	150	1.5%
sacramento	116	1.1%
jose	112	1.1%
Other values (1110)	7807	75.5%

Most occurring characters

Value	Count	Frequency (%)
a	6946	10.7%
e	6111	9.4%
n	5134	7.9%
o	5074	7.8%
l	3970	6.1%
r	3568	5.5%
i	3423	5.3%
	3296	5.1%
s	2853	4.4%
t	2602	4.0%
Other values (42)	21843	33.7%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	51185	79.0%
Uppercase Letter	10339	16.0%
Space Separator	3296	5.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
a	6946	13.6%
e	6111	11.9%
n	5134	10.0%
o	5074	9.9%
l	3970	7.8%
r	3568	7.0%
i	3423	6.7%
s	2853	5.6%
t	2602	5.1%
d	1669	3.3%
Other values (16)	9835	19.2%

Uppercase Letter

Value	Count	Frequency (%)
S	1576	15.2%
C	977	9.4%
L	869	8.4%
B	731	7.1%
A	651	6.3%
M	599	5.8%
P	582	5.6%
D	533	5.2%
F	471	4.6%
R	447	4.3%
Other values (15)	2903	28.1%

Space Separator

Value	Count	Frequency (%)
	3296	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	61524	94.9%
Common	3296	5.1%

Most frequent character per script

Latin

Value	Count	Frequency (%)
a	6946	11.3%
e	6111	9.9%
n	5134	8.3%
o	5074	8.2%
l	3970	6.5%
r	3568	5.8%
i	3423	5.6%
s	2853	4.6%
t	2602	4.2%
d	1669	2.7%
Other values (41)	20174	32.8%

Common

Value	Count	Frequency (%)
	3296	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	64820	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
a	6946	10.7%
e	6111	9.4%
n	5134	7.9%
o	5074	7.8%
l	3970	6.1%
r	3568	5.5%
i	3423	5.3%
	3296	5.1%
s	2853	4.4%
t	2602	4.0%
Other values (42)	21843	33.7%

Zip Code
Real number (ℝ)

Distinct	1626
Distinct (%)	23.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	93486.071

Minimum	90001
Maximum	96150
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	55.2 KiB

Quantile statistics

Minimum	90001
5-th percentile	90241.1
Q1	92101
median	93518
Q3	95329
95-th percentile	96020.9
Maximum	96150
Range	6149
Interquartile range (IQR)	3228

Descriptive statistics

Standard deviation	1856.7675
Coefficient of variation (CV)	0.019861435
Kurtosis	-1.1739154
Mean	93486.071
Median Absolute Deviation (MAD)	1605
Skewness	-0.20961512
Sum	6.584224 × 10⁸
Variance	3447585.6
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
92028	43	0.6%
92027	38	0.5%
92122	36	0.5%
92117	34	0.5%
92126	32	0.5%
92592	30	0.4%
92109	27	0.4%
92130	22	0.3%
92121	20	0.3%
92129	16	0.2%
Other values (1616)	6745	95.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
90001	4	0.1%
90002	4	0.1%
90003	5	0.1%
90004	5	0.1%
90005	4	0.1%
90006	5	0.1%
90007	5	0.1%
90008	5	0.1%
90010	4	0.1%
90011	5	0.1%

Value	Count	Frequency (%)
96150	2	< 0.1%
96148	4	0.1%
96146	4	0.1%
96145	3	< 0.1%
96143	4	0.1%
96142	3	< 0.1%
96141	3	< 0.1%
96140	4	0.1%
96137	4	0.1%
96136	4	0.1%

Latitude
Real number (ℝ)

Distinct	1626
Distinct (%)	23.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	36.197455

Minimum	32.555828
Maximum	41.962127
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	55.2 KiB

Quantile statistics

Minimum	32.555828
5-th percentile	32.886925
Q1	33.990646
median	36.205465
Q3	38.161321
95-th percentile	40.497425
Maximum	41.962127
Range	9.406299
Interquartile range (IQR)	4.170675

Descriptive statistics

Standard deviation	2.4689287
Coefficient of variation (CV)	0.068207245
Kurtosis	-1.1605061
Mean	36.197455
Median Absolute Deviation (MAD)	2.169863
Skewness	0.31480427
Sum	254938.67
Variance	6.0956088
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
33.362575	43	0.6%
33.141265	38	0.5%
32.85723	36	0.5%
32.825086	34	0.5%
32.886925	32	0.5%
33.507255	30	0.4%
32.787836	27	0.4%
32.957195	22	0.3%
32.898613	20	0.3%
32.961064	16	0.2%
Other values (1616)	6745	95.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
32.555828	5	0.1%
32.578103	4	0.1%
32.579134	4	0.1%
32.587557	5	0.1%
32.605012	4	0.1%
32.607964	5	0.1%
32.619465	5	0.1%
32.622999	4	0.1%
32.636792	4	0.1%
32.64164	5	0.1%

Value	Count	Frequency (%)
41.962127	4	0.1%
41.950683	4	0.1%
41.949216	4	0.1%
41.932207	3	< 0.1%
41.924174	3	< 0.1%
41.867908	4	0.1%
41.831901	4	0.1%
41.816595	4	0.1%
41.813521	4	0.1%
41.769709	4	0.1%

Longitude
Real number (ℝ)

Distinct	1625
Distinct (%)	23.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-119.75668

Minimum	-124.30137
Maximum	-114.1929
Zeros	0
Zeros (%)	0.0%
Negative	7043
Negative (%)	100.0%
Memory size	55.2 KiB

Quantile statistics

Minimum	-124.30137
5-th percentile	-122.9755
Q1	-121.78809
median	-119.59529
Q3	-117.9698
95-th percentile	-116.87326
Maximum	-114.1929
Range	10.108471
Interquartile range (IQR)	3.818295

Descriptive statistics

Standard deviation	2.1544251
Coefficient of variation (CV)	-0.01799002
Kurtosis	-1.1912906
Mean	-119.75668
Median Absolute Deviation (MAD)	1.848851
Skewness	-0.091931635
Sum	-843446.32
Variance	4.6415475
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-117.299644	43	0.6%
-116.967221	38	0.5%
-117.209774	36	0.5%
-117.199424	34	0.5%
-117.152162	32	0.5%
-117.029473	30	0.4%
-117.232376	27	0.4%
-117.202542	22	0.3%
-117.202937	20	0.3%
-117.134917	16	0.2%
Other values (1615)	6745	95.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-124.301372	4	0.1%
-124.240051	4	0.1%
-124.217378	4	0.1%
-124.210902	4	0.1%
-124.189977	4	0.1%
-124.163234	4	0.1%
-124.15428	4	0.1%
-124.121504	4	0.1%
-124.108897	4	0.1%
-124.098739	4	0.1%

Value	Count	Frequency (%)
-114.192901	4	0.1%
-114.36514	5	0.1%
-114.702256	4	0.1%
-114.71612	4	0.1%
-114.758334	5	0.1%
-114.850784	4	0.1%
-115.152865	2	< 0.1%
-115.191857	5	0.1%
-115.257009	5	0.1%
-115.287901	4	0.1%

Population
Real number (ℝ)

Distinct	1569
Distinct (%)	22.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	22139.603

Minimum	11
Maximum	105285
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	55.2 KiB

Quantile statistics

Minimum	11
5-th percentile	227
Q1	2344
median	17554
Q3	36125
95-th percentile	62065.7
Maximum	105285
Range	105274
Interquartile range (IQR)	33781

Descriptive statistics

Standard deviation	21152.393
Coefficient of variation (CV)	0.95540975
Kurtosis	0.32546021
Mean	22139.603
Median Absolute Deviation (MAD)	15831
Skewness	0.91285402
Sum	1.5592923 × 10⁸
Variance	4.4742372 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
42239	43	0.6%
48690	38	0.5%
34902	36	0.5%
51213	34	0.5%
74232	32	0.5%
46171	30	0.4%
46086	27	0.4%
28201	22	0.3%
88	20	0.3%
4258	20	0.3%
Other values (1559)	6741	95.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
11	5	0.1%
19	4	0.1%
21	9	0.1%
23	3	< 0.1%
25	4	0.1%
27	4	0.1%
28	4	0.1%
31	4	0.1%
38	4	0.1%
42	5	0.1%

Value	Count	Frequency (%)
105285	5	0.1%
103214	5	0.1%
101215	5	0.1%
98239	5	0.1%
97318	5	0.1%
96267	5	0.1%
93315	5	0.1%
91664	5	0.1%
91188	4	0.1%
90891	4	0.1%

Churn Value
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.2 KiB

0	5174
1	1869

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	7043
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	1
3rd row	1
4th row	1
5th row	1

Common Values

Value	Count	Frequency (%)
0	5174	73.5%
1	1869	26.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	5174	73.5%
1	1869	26.5%

Most occurring characters

Value	Count	Frequency (%)
0	5174	73.5%
1	1869	26.5%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	7043	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	5174	73.5%
1	1869	26.5%

Most occurring scripts

Value	Count	Frequency (%)
Common	7043	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	5174	73.5%
1	1869	26.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	7043	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	5174	73.5%
1	1869	26.5%

CLTV
Real number (ℝ)

Distinct	3438
Distinct (%)	48.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4400.2958

Minimum	2003
Maximum	6500
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	55.2 KiB

Quantile statistics

Minimum	2003
5-th percentile	2296
Q1	3469
median	4527
Q3	5380.5
95-th percentile	6087
Maximum	6500
Range	4497
Interquartile range (IQR)	1911.5

Descriptive statistics

Standard deviation	1183.0572
Coefficient of variation (CV)	0.26885855
Kurtosis	-0.93403248
Mean	4400.2958
Median Absolute Deviation (MAD)	922
Skewness	-0.3116021
Sum	30991283
Variance	1399624.2
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
5546	8	0.1%
5915	7	0.1%
5461	7	0.1%
4741	7	0.1%
5527	7	0.1%
4369	7	0.1%
2269	7	0.1%
5137	7	0.1%
5092	7	0.1%
4745	7	0.1%
Other values (3428)	6972	99.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2003	3	< 0.1%
2004	3	< 0.1%
2006	1	< 0.1%
2007	4	0.1%
2008	1	< 0.1%
2009	2	< 0.1%
2010	3	< 0.1%
2011	2	< 0.1%
2013	2	< 0.1%
2014	1	< 0.1%

Value	Count	Frequency (%)
6500	1	< 0.1%
6499	2	< 0.1%
6495	1	< 0.1%
6494	2	< 0.1%
6492	3	< 0.1%
6491	1	< 0.1%
6490	1	< 0.1%
6489	1	< 0.1%
6488	1	< 0.1%
6487	2	< 0.1%

Churn Category
Categorical

HIGH CORRELATION MISSING

Distinct	5
Distinct (%)	0.3%
Missing	5174
Missing (%)	73.5%
Memory size	55.2 KiB

Competitor	841
Attitude	314
Dissatisfaction	303
Price	211
Other	200

Length

Max length	15
Median length	10
Mean length	9.3750669
Min length	5

Characters and Unicode

Total characters	17522
Distinct characters	20
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Competitor
2nd row	Competitor
3rd row	Competitor
4th row	Dissatisfaction
5th row	Price

Common Values

Value	Count	Frequency (%)
Competitor	841	11.9%
Attitude	314	4.5%
Dissatisfaction	303	4.3%
Price	211	3.0%
Other	200	2.8%
(Missing)	5174	73.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
competitor	841	45.0%
attitude	314	16.8%
dissatisfaction	303	16.2%
price	211	11.3%
other	200	10.7%

Most occurring characters

Value	Count	Frequency (%)
t	3430	19.6%
i	2275	13.0%
o	1985	11.3%
e	1566	8.9%
r	1252	7.1%
s	909	5.2%
C	841	4.8%
m	841	4.8%
p	841	4.8%
a	606	3.5%
Other values (10)	2976	17.0%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	15653	89.3%
Uppercase Letter	1869	10.7%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
t	3430	21.9%
i	2275	14.5%
o	1985	12.7%
e	1566	10.0%
r	1252	8.0%
s	909	5.8%
m	841	5.4%
p	841	5.4%
a	606	3.9%
c	514	3.3%
Other values (5)	1434	9.2%

Uppercase Letter

Value	Count	Frequency (%)
C	841	45.0%
A	314	16.8%
D	303	16.2%
P	211	11.3%
O	200	10.7%

Most occurring scripts

Value	Count	Frequency (%)
Latin	17522	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
t	3430	19.6%
i	2275	13.0%
o	1985	11.3%
e	1566	8.9%
r	1252	7.1%
s	909	5.2%
C	841	4.8%
m	841	4.8%
p	841	4.8%
a	606	3.5%
Other values (10)	2976	17.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	17522	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
t	3430	19.6%
i	2275	13.0%
o	1985	11.3%
e	1566	8.9%
r	1252	7.1%
s	909	5.2%
C	841	4.8%
m	841	4.8%
p	841	4.8%
a	606	3.5%
Other values (10)	2976	17.0%

Churn Reason
Categorical

HIGH CORRELATION MISSING

Distinct	20
Distinct (%)	1.1%
Missing	5174
Missing (%)	73.5%
Memory size	55.2 KiB

Competitor had better devices	313
Competitor made better offer	311
Attitude of support person	220
Don't know	130
Competitor offered more data	117
Other values (15)	778

Length

Max length	41
Median length	32
Mean length	25.256822
Min length	5

Characters and Unicode

Total characters	47205
Distinct characters	37
Distinct categories	5 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Competitor offered more data
2nd row	Competitor made better offer
3rd row	Competitor made better offer
4th row	Limited range of services
5th row	Extra data charges

Common Values

Value	Count	Frequency (%)
Competitor had better devices	313	4.4%
Competitor made better offer	311	4.4%
Attitude of support person	220	3.1%
Don't know	130	1.8%
Competitor offered more data	117	1.7%
Competitor offered higher download speeds	100	1.4%
Attitude of service provider	94	1.3%
Price too high	78	1.1%
Product dissatisfaction	77	1.1%
Network reliability	72	1.0%
Other values (10)	357	5.1%
(Missing)	5174	73.5%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
competitor	841	12.6%
better	624	9.4%
of	453	6.8%
attitude	314	4.7%
had	313	4.7%
devices	313	4.7%
made	311	4.7%
offer	311	4.7%
support	263	4.0%
person	220	3.3%
Other values (37)	2694	40.5%

Most occurring characters

Value	Count	Frequency (%)
e	6138	13.0%
t	5212	11.0%
	4788	10.1%
o	4650	9.9%
r	3698	7.8%
i	2918	6.2%
d	2538	5.4%
s	1917	4.1%
p	1896	4.0%
a	1816	3.8%
Other values (27)	11634	24.6%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	40330	85.4%
Space Separator	4788	10.1%
Uppercase Letter	1898	4.0%
Other Punctuation	160	0.3%
Dash Punctuation	29	0.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	6138	15.2%
t	5212	12.9%
o	4650	11.5%
r	3698	9.2%
i	2918	7.2%
d	2538	6.3%
s	1917	4.8%
p	1896	4.7%
a	1816	4.5%
f	1738	4.3%
Other values (13)	7809	19.4%

Uppercase Letter

Value	Count	Frequency (%)
C	841	44.3%
A	314	16.5%
P	198	10.4%
L	160	8.4%
D	136	7.2%
N	72	3.8%
S	63	3.3%
M	46	2.4%
E	39	2.1%
W	29	1.5%

Other Punctuation

Value	Count	Frequency (%)
'	130	81.2%
/	30	18.8%

Space Separator

Value	Count	Frequency (%)
	4788	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	29	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	42228	89.5%
Common	4977	10.5%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	6138	14.5%
t	5212	12.3%
o	4650	11.0%
r	3698	8.8%
i	2918	6.9%
d	2538	6.0%
s	1917	4.5%
p	1896	4.5%
a	1816	4.3%
f	1738	4.1%
Other values (23)	9707	23.0%

Common

Value	Count	Frequency (%)
	4788	96.2%
'	130	2.6%
/	30	0.6%
-	29	0.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	47205	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	6138	13.0%
t	5212	11.0%
	4788	10.1%
o	4650	9.9%
r	3698	7.8%
i	2918	6.2%
d	2538	5.4%
s	1917	4.1%
p	1896	4.0%
a	1816	3.8%
Other values (27)	11634	24.6%

Total Customer Svc Requests
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	10
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.3387761

Minimum	0
Maximum	9
Zeros	2443
Zeros (%)	34.7%
Negative	0
Negative (%)	0.0%
Memory size	55.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	2
95-th percentile	4
Maximum	9
Range	9
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.4304713
Coefficient of variation (CV)	1.0684919
Kurtosis	2.1658516
Mean	1.3387761
Median Absolute Deviation (MAD)	1
Skewness	1.3592222
Sum	9429
Variance	2.0462483
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	2443	34.7%
1	2012	28.6%
2	1387	19.7%
3	599	8.5%
4	336	4.8%
5	155	2.2%
6	68	1.0%
7	28	0.4%
8	12	0.2%
9	3	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2443	34.7%
1	2012	28.6%
2	1387	19.7%
3	599	8.5%
4	336	4.8%
5	155	2.2%
6	68	1.0%
7	28	0.4%
8	12	0.2%
9	3	< 0.1%

Value	Count	Frequency (%)
9	3	< 0.1%
8	12	0.2%
7	28	0.4%
6	68	1.0%
5	155	2.2%
4	336	4.8%
3	599	8.5%
2	1387	19.7%
1	2012	28.6%
0	2443	34.7%

Product/Service Issues Reported
Real number (ℝ)

Distinct	7
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.30810734

Minimum	0
Maximum	6
Zeros	5621
Zeros (%)	79.8%
Negative	0
Negative (%)	0.0%
Memory size	55.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	2
Maximum	6
Range	6
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.717514
Coefficient of variation (CV)	2.3287793
Kurtosis	10.120143
Mean	0.30810734
Median Absolute Deviation (MAD)	0
Skewness	2.906686
Sum	2170
Variance	0.51482634
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
0	5621	79.8%
1	897	12.7%
2	373	5.3%
3	97	1.4%
4	43	0.6%
5	8	0.1%
6	4	0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	5621	79.8%
1	897	12.7%
2	373	5.3%
3	97	1.4%
4	43	0.6%
5	8	0.1%
6	4	0.1%

Value	Count	Frequency (%)
6	4	0.1%
5	8	0.1%
4	43	0.6%
3	97	1.4%
2	373	5.3%
1	897	12.7%
0	5621	79.8%

Customer Satisfaction
Categorical

HIGH CORRELATION MISSING

Distinct	5
Distinct (%)	0.3%
Missing	5209
Missing (%)	74.0%
Memory size	55.2 KiB

3.0	675
4.0	380
1.0	332
5.0	247
2.0	200

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	5502
Distinct characters	7
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	2.0
2nd row	2.0
3rd row	1.0
4th row	2.0
5th row	1.0

Common Values

Value	Count	Frequency (%)
3.0	675	9.6%
4.0	380	5.4%
1.0	332	4.7%
5.0	247	3.5%
2.0	200	2.8%
(Missing)	5209	74.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
3.0	675	36.8%
4.0	380	20.7%
1.0	332	18.1%
5.0	247	13.5%
2.0	200	10.9%

Most occurring characters

Value	Count	Frequency (%)
.	1834	33.3%
0	1834	33.3%
3	675	12.3%
4	380	6.9%
1	332	6.0%
5	247	4.5%
2	200	3.6%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	3668	66.7%
Other Punctuation	1834	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	1834	50.0%
3	675	18.4%
4	380	10.4%
1	332	9.1%
5	247	6.7%
2	200	5.5%

Other Punctuation

Value	Count	Frequency (%)
.	1834	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	5502	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
.	1834	33.3%
0	1834	33.3%
3	675	12.3%
4	380	6.9%
1	332	6.0%
5	247	4.5%
2	200	3.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	5502	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
.	1834	33.3%
0	1834	33.3%
3	675	12.3%
4	380	6.9%
1	332	6.0%
5	247	4.5%
2	200	3.6%

Auto

Heatmap
Table

	Number of Referrals	Tenure in Months	Avg Monthly Long Distance Charges	Avg Monthly GB Download	Monthly Charge	Total Regular Charges	Total Refunds	Total Extra Data Charges	Total Long Distance Charges	Age	Number of Dependents	Zip Code	Latitude	Longitude	Population	CLTV	Total Customer Svc Requests	Product/Service Issues Reported	Referred a Friend	Offer	Phone Service	Multiple Lines	Internet Service	Internet Type	Online Security	Online Backup	Device Protection Plan	Premium Tech Support	Streaming TV	Streaming Movies	Streaming Music	Unlimited Data	Contract	Paperless Billing	Payment Method	Gender	Under 30	Senior Citizen	Married	Dependents	Churn Value	Churn Category	Churn Reason	Customer Satisfaction
Number of Referrals	1.000	0.383	0.008	0.027	0.069	0.327	0.037	0.067	0.257	-0.016	0.356	0.006	0.011	-0.002	-0.021	0.131	-0.104	-0.090	0.718	0.106	0.000	0.075	0.042	0.058	0.146	0.113	0.127	0.120	0.071	0.056	0.053	0.033	0.221	0.053	0.054	0.000	0.008	0.020	0.682	0.321	0.317	0.027	0.075	0.153
Tenure in Months	0.383	1.000	0.014	0.035	0.258	0.889	0.084	0.217	0.663	0.012	0.135	0.010	0.013	-0.012	-0.019	0.367	-0.184	-0.161	0.359	0.562	0.000	0.333	0.021	0.047	0.326	0.358	0.359	0.325	0.277	0.283	0.234	0.111	0.497	0.000	0.095	0.000	0.000	0.023	0.378	0.132	0.364	0.000	0.018	0.193
Avg Monthly Long Distance Charges	0.008	0.014	1.000	-0.048	0.141	0.059	-0.013	-0.017	0.651	-0.012	-0.006	0.006	0.006	-0.005	-0.017	0.024	0.012	0.000	0.000	0.000	0.718	0.207	0.111	0.069	0.057	0.035	0.043	0.072	0.014	0.000	0.003	0.044	0.026	0.000	0.023	0.032	0.044	0.023	0.000	0.000	0.010	0.034	0.005	0.005
Avg Monthly GB Download	0.027	0.035	-0.048	1.000	0.499	0.280	0.015	0.392	-0.037	-0.237	0.019	-0.019	-0.038	0.038	0.027	0.017	0.087	0.068	0.064	0.029	0.120	0.159	0.722	0.421	0.277	0.288	0.280	0.274	0.294	0.301	0.340	0.304	0.114	0.220	0.135	0.014	0.685	0.233	0.067	0.158	0.259	0.050	0.063	0.115
Monthly Charge	0.069	0.258	0.141	0.499	1.000	0.622	0.035	0.416	0.305	0.138	-0.143	-0.012	-0.033	0.031	0.012	0.101	0.101	0.096	0.134	0.118	0.660	0.526	0.967	0.560	0.409	0.476	0.508	0.428	0.661	0.656	0.545	0.403	0.194	0.363	0.222	0.000	0.056	0.235	0.141	0.175	0.278	0.101	0.110	0.152
Total Regular Charges	0.327	0.889	0.059	0.280	0.622	1.000	0.087	0.384	0.650	0.067	0.042	0.003	-0.004	0.006	-0.012	0.310	-0.119	-0.103	0.311	0.347	0.151	0.469	0.428	0.250	0.420	0.509	0.522	0.437	0.512	0.518	0.440	0.255	0.346	0.158	0.116	0.000	0.014	0.114	0.324	0.075	0.214	0.000	0.032	0.129
Total Refunds	0.037	0.084	-0.013	0.015	0.035	0.087	1.000	0.052	0.061	0.020	0.018	-0.004	-0.009	-0.009	0.033	0.009	-0.012	-0.023	0.028	0.016	0.000	0.046	0.006	0.000	0.031	0.000	0.000	0.030	0.000	0.000	0.000	0.000	0.039	0.000	0.014	0.000	0.000	0.012	0.031	0.016	0.029	0.000	0.034	0.000
Total Extra Data Charges	0.067	0.217	-0.017	0.392	0.416	0.384	0.052	1.000	0.130	0.007	-0.050	-0.014	-0.036	0.032	0.015	0.053	0.071	0.052	0.146	0.119	0.036	0.207	0.205	0.117	0.188	0.247	0.251	0.204	0.243	0.249	0.248	0.309	0.119	0.066	0.034	0.016	0.236	0.076	0.149	0.069	0.026	0.000	0.000	0.055
Total Long Distance Charges	0.257	0.663	0.651	-0.037	0.305	0.650	0.061	0.130	1.000	0.010	0.091	0.010	0.008	-0.004	-0.025	0.240	-0.111	-0.104	0.257	0.258	0.341	0.333	0.045	0.033	0.198	0.243	0.210	0.188	0.184	0.187	0.149	0.051	0.321	0.019	0.072	0.027	0.011	0.022	0.269	0.095	0.246	0.000	0.031	0.129
Age	-0.016	0.012	-0.012	-0.237	0.138	0.067	0.020	0.007	0.010	1.000	-0.120	-0.007	-0.008	0.004	-0.017	0.000	0.049	0.035	0.022	0.036	0.023	0.139	0.172	0.098	0.043	0.055	0.045	0.048	0.084	0.108	0.180	0.058	0.027	0.141	0.099	0.000	0.924	0.928	0.029	0.162	0.145	0.018	0.041	0.093
Number of Dependents	0.356	0.135	-0.006	0.019	-0.143	0.042	0.018	-0.050	0.091	-0.120	1.000	0.017	0.029	-0.022	-0.026	0.056	-0.102	-0.093	0.345	0.042	0.029	0.012	0.172	0.105	0.045	0.000	0.009	0.021	0.054	0.070	0.031	0.021	0.125	0.121	0.068	0.013	0.043	0.173	0.362	0.999	0.247	0.047	0.018	0.125
Zip Code	0.006	0.010	0.006	-0.019	-0.012	0.003	-0.004	-0.014	0.010	-0.007	0.017	1.000	0.880	-0.742	-0.473	-0.002	-0.033	-0.003	0.025	0.051	0.027	0.031	0.043	0.023	0.012	0.022	0.000	0.010	0.000	0.000	0.014	0.000	0.024	0.004	0.049	0.014	0.000	0.000	0.027	0.023	0.062	0.149	0.174	0.000
Latitude	0.011	0.013	0.006	-0.038	-0.033	-0.004	-0.009	-0.036	0.008	-0.008	0.029	0.880	1.000	-0.870	-0.478	-0.007	-0.032	0.007	0.031	0.032	0.000	0.015	0.060	0.037	0.020	0.032	0.000	0.000	0.000	0.000	0.000	0.000	0.029	0.022	0.052	0.000	0.023	0.022	0.025	0.025	0.097	0.152	0.198	0.025
Longitude	-0.002	-0.012	-0.005	0.038	0.031	0.006	-0.009	0.032	-0.004	0.004	-0.022	-0.742	-0.870	1.000	0.305	0.002	0.026	-0.011	0.027	0.035	0.000	0.005	0.046	0.021	0.000	0.000	0.010	0.016	0.000	0.013	0.000	0.000	0.018	0.027	0.050	0.000	0.000	0.000	0.021	0.034	0.075	0.120	0.161	0.000
Population	-0.021	-0.019	-0.017	0.027	0.012	-0.012	0.033	0.015	-0.025	-0.017	-0.026	-0.473	-0.478	0.305	1.000	-0.008	0.037	-0.002	0.049	0.024	0.009	0.000	0.000	0.016	0.010	0.000	0.012	0.019	0.000	0.000	0.000	0.019	0.030	0.020	0.019	0.032	0.036	0.021	0.050	0.044	0.084	0.097	0.131	0.039
CLTV	0.131	0.367	0.024	0.017	0.101	0.310	0.009	0.053	0.240	0.000	0.056	-0.002	-0.007	0.002	-0.008	1.000	-0.058	-0.048	0.154	0.145	0.025	0.146	0.000	0.020	0.155	0.151	0.139	0.138	0.109	0.124	0.110	0.047	0.206	0.015	0.039	0.037	0.013	0.000	0.165	0.062	0.141	0.045	0.058	0.088
Total Customer Svc Requests	-0.104	-0.184	0.012	0.087	0.101	-0.119	-0.012	0.071	-0.111	0.049	-0.102	-0.033	-0.032	0.026	0.037	-0.058	1.000	0.391	0.098	0.068	0.000	0.020	0.125	0.113	0.079	0.038	0.050	0.086	0.025	0.006	0.023	0.082	0.187	0.105	0.091	0.000	0.000	0.088	0.099	0.132	0.556	0.080	0.080	0.232
Product/Service Issues Reported	-0.090	-0.161	0.000	0.068	0.096	-0.103	-0.023	0.052	-0.104	0.035	-0.093	-0.003	0.007	-0.011	-0.002	-0.048	0.391	1.000	0.063	0.047	0.042	0.022	0.104	0.094	0.104	0.020	0.000	0.072	0.041	0.029	0.031	0.048	0.135	0.085	0.077	0.015	0.021	0.064	0.059	0.095	0.406	0.153	0.234	0.215
Referred a Friend	0.718	0.359	0.000	0.064	0.134	0.311	0.028	0.146	0.257	0.022	0.345	0.025	0.031	0.027	0.049	0.154	0.098	0.063	1.000	0.246	0.009	0.132	0.000	0.049	0.139	0.142	0.153	0.121	0.119	0.114	0.089	0.030	0.273	0.000	0.058	0.000	0.011	0.000	0.950	0.346	0.148	0.046	0.060	0.170
Offer	0.106	0.562	0.000	0.029	0.118	0.347	0.016	0.119	0.258	0.036	0.042	0.051	0.032	0.035	0.024	0.145	0.068	0.047	0.246	1.000	0.010	0.237	0.046	0.042	0.234	0.250	0.246	0.224	0.191	0.191	0.161	0.078	0.339	0.000	0.068	0.020	0.000	0.065	0.256	0.090	0.260	0.041	0.047	0.121
Phone Service	0.000	0.000	0.718	0.120	0.660	0.151	0.000	0.036	0.341	0.023	0.029	0.027	0.000	0.000	0.009	0.025	0.000	0.042	0.009	0.010	1.000	0.279	0.171	0.173	0.092	0.050	0.070	0.095	0.019	0.030	0.037	0.088	0.000	0.011	0.024	0.000	0.000	0.000	0.012	0.000	0.000	0.020	0.059	0.069
Multiple Lines	0.075	0.333	0.207	0.159	0.526	0.469	0.046	0.207	0.333	0.139	0.012	0.031	0.015	0.005	0.000	0.146	0.020	0.022	0.132	0.237	0.279	1.000	0.210	0.211	0.097	0.202	0.200	0.100	0.257	0.258	0.193	0.081	0.121	0.163	0.152	0.000	0.033	0.142	0.141	0.024	0.038	0.045	0.105	0.045
Internet Service	0.042	0.021	0.111	0.722	0.967	0.428	0.006	0.205	0.045	0.172	0.172	0.043	0.060	0.046	0.000	0.000	0.125	0.104	0.000	0.046	0.171	0.210	1.000	1.000	0.333	0.381	0.380	0.336	0.415	0.418	0.388	0.415	0.202	0.320	0.273	0.000	0.033	0.182	0.000	0.171	0.227	0.236	0.385	0.277
Internet Type	0.058	0.047	0.069	0.421	0.560	0.250	0.000	0.117	0.033	0.098	0.105	0.023	0.037	0.021	0.016	0.020	0.113	0.094	0.049	0.042	0.173	0.211	1.000	1.000	0.341	0.385	0.381	0.342	0.415	0.418	0.388	0.420	0.160	0.323	0.196	0.000	0.036	0.186	0.047	0.182	0.351	0.134	0.221	0.210
Online Security	0.146	0.326	0.057	0.277	0.409	0.420	0.031	0.188	0.198	0.043	0.045	0.012	0.020	0.000	0.010	0.155	0.079	0.104	0.139	0.234	0.092	0.097	0.333	0.341	1.000	0.283	0.275	0.354	0.175	0.187	0.195	0.221	0.236	0.000	0.044	0.012	0.029	0.036	0.142	0.049	0.170	0.054	0.137	0.304
Online Backup	0.113	0.358	0.035	0.288	0.476	0.509	0.000	0.247	0.243	0.055	0.000	0.022	0.032	0.000	0.000	0.151	0.038	0.020	0.142	0.250	0.050	0.202	0.381	0.385	0.283	1.000	0.303	0.294	0.282	0.274	0.245	0.214	0.169	0.126	0.095	0.006	0.000	0.065	0.141	0.000	0.081	0.053	0.105	0.087
Device Protection Plan	0.127	0.359	0.043	0.280	0.508	0.522	0.000	0.251	0.210	0.045	0.009	0.000	0.000	0.010	0.012	0.139	0.050	0.000	0.153	0.246	0.070	0.200	0.380	0.381	0.275	0.303	1.000	0.333	0.390	0.402	0.349	0.198	0.227	0.103	0.079	0.000	0.000	0.058	0.153	0.018	0.065	0.068	0.066	0.103
Premium Tech Support	0.120	0.325	0.072	0.274	0.428	0.437	0.030	0.204	0.188	0.048	0.021	0.010	0.000	0.016	0.019	0.138	0.086	0.072	0.121	0.224	0.095	0.100	0.336	0.342	0.354	0.294	0.333	1.000	0.278	0.279	0.276	0.203	0.273	0.036	0.049	0.000	0.017	0.059	0.119	0.026	0.164	0.022	0.059	0.154
Streaming TV	0.071	0.277	0.014	0.294	0.661	0.512	0.000	0.243	0.184	0.084	0.054	0.000	0.000	0.000	0.000	0.109	0.025	0.041	0.119	0.191	0.019	0.257	0.415	0.415	0.175	0.282	0.390	0.278	1.000	0.533	0.455	0.187	0.116	0.223	0.181	0.000	0.011	0.104	0.124	0.056	0.062	0.038	0.104	0.066
Streaming Movies	0.056	0.283	0.000	0.301	0.656	0.518	0.000	0.249	0.187	0.108	0.070	0.000	0.000	0.013	0.000	0.124	0.006	0.029	0.114	0.191	0.030	0.258	0.418	0.418	0.187	0.274	0.402	0.279	0.533	1.000	0.848	0.192	0.125	0.211	0.178	0.000	0.000	0.119	0.117	0.072	0.060	0.000	0.049	0.048
Streaming Music	0.053	0.234	0.003	0.340	0.545	0.440	0.000	0.248	0.149	0.180	0.031	0.014	0.000	0.000	0.000	0.110	0.023	0.031	0.089	0.161	0.037	0.193	0.388	0.388	0.195	0.245	0.349	0.276	0.455	0.848	1.000	0.173	0.088	0.166	0.134	0.000	0.123	0.147	0.088	0.034	0.044	0.015	0.059	0.023
Unlimited Data	0.033	0.111	0.044	0.304	0.403	0.255	0.000	0.309	0.051	0.058	0.021	0.000	0.000	0.000	0.019	0.047	0.082	0.048	0.030	0.078	0.088	0.081	0.415	0.420	0.221	0.214	0.198	0.203	0.187	0.192	0.173	1.000	0.026	0.114	0.095	0.000	0.000	0.057	0.037	0.030	0.144	0.029	0.079	0.108
Contract	0.221	0.497	0.026	0.114	0.194	0.346	0.039	0.119	0.321	0.027	0.125	0.024	0.029	0.018	0.030	0.206	0.187	0.135	0.273	0.339	0.000	0.121	0.202	0.160	0.236	0.169	0.227	0.273	0.116	0.125	0.088	0.026	1.000	0.150	0.117	0.000	0.000	0.029	0.281	0.174	0.453	0.039	0.079	0.328
Paperless Billing	0.053	0.000	0.000	0.220	0.363	0.158	0.000	0.066	0.019	0.141	0.121	0.004	0.022	0.027	0.020	0.015	0.105	0.085	0.000	0.000	0.011	0.163	0.320	0.323	0.000	0.126	0.103	0.036	0.223	0.211	0.166	0.114	0.150	1.000	0.185	0.000	0.037	0.156	0.008	0.118	0.191	0.059	0.046	0.183
Payment Method	0.054	0.095	0.023	0.135	0.222	0.116	0.014	0.034	0.072	0.099	0.068	0.049	0.052	0.050	0.019	0.039	0.091	0.077	0.058	0.068	0.024	0.152	0.273	0.196	0.044	0.095	0.079	0.049	0.181	0.178	0.134	0.095	0.117	0.185	1.000	0.000	0.042	0.149	0.062	0.101	0.218	0.051	0.069	0.113
Gender	0.000	0.000	0.032	0.014	0.000	0.000	0.000	0.016	0.027	0.000	0.013	0.014	0.000	0.000	0.032	0.037	0.000	0.015	0.000	0.020	0.000	0.000	0.000	0.000	0.012	0.006	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	1.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000
Under 30	0.008	0.000	0.044	0.685	0.056	0.014	0.000	0.236	0.011	0.924	0.043	0.000	0.023	0.000	0.036	0.013	0.000	0.021	0.011	0.000	0.000	0.033	0.033	0.036	0.029	0.000	0.000	0.017	0.011	0.000	0.123	0.000	0.000	0.037	0.042	0.000	1.000	0.218	0.009	0.039	0.053	0.000	0.000	0.071
Senior Citizen	0.020	0.023	0.023	0.233	0.235	0.114	0.012	0.076	0.022	0.928	0.173	0.000	0.022	0.000	0.021	0.000	0.088	0.064	0.000	0.065	0.000	0.142	0.182	0.186	0.036	0.065	0.058	0.059	0.104	0.119	0.147	0.057	0.029	0.156	0.149	0.000	0.218	1.000	0.011	0.174	0.150	0.000	0.111	0.152
Married	0.682	0.378	0.000	0.067	0.141	0.324	0.031	0.149	0.269	0.029	0.362	0.027	0.025	0.021	0.050	0.165	0.099	0.059	0.950	0.256	0.012	0.141	0.000	0.047	0.142	0.141	0.153	0.119	0.124	0.117	0.088	0.037	0.281	0.008	0.062	0.000	0.009	0.011	1.000	0.363	0.150	0.007	0.033	0.174
Dependents	0.321	0.132	0.000	0.158	0.175	0.075	0.016	0.069	0.095	0.162	0.999	0.023	0.025	0.034	0.044	0.062	0.132	0.095	0.346	0.090	0.000	0.024	0.171	0.182	0.049	0.000	0.018	0.026	0.056	0.072	0.034	0.030	0.174	0.118	0.101	0.000	0.039	0.174	0.363	1.000	0.248	0.052	0.041	0.261
Churn Value	0.317	0.364	0.010	0.259	0.278	0.214	0.029	0.026	0.246	0.145	0.247	0.062	0.097	0.075	0.084	0.141	0.556	0.406	0.148	0.260	0.000	0.038	0.227	0.351	0.170	0.081	0.065	0.164	0.062	0.060	0.044	0.144	0.453	0.191	0.218	0.000	0.053	0.150	0.150	0.248	1.000	1.000	1.000	0.853
Churn Category	0.027	0.000	0.034	0.050	0.101	0.000	0.000	0.000	0.000	0.018	0.047	0.149	0.152	0.120	0.097	0.045	0.080	0.153	0.046	0.041	0.020	0.045	0.236	0.134	0.054	0.053	0.068	0.022	0.038	0.000	0.015	0.029	0.039	0.059	0.051	0.000	0.000	0.000	0.007	0.052	1.000	1.000	0.988	0.201
Churn Reason	0.075	0.018	0.005	0.063	0.110	0.032	0.034	0.000	0.031	0.041	0.018	0.174	0.198	0.161	0.131	0.058	0.080	0.234	0.060	0.047	0.059	0.105	0.385	0.221	0.137	0.105	0.066	0.059	0.104	0.049	0.059	0.079	0.079	0.046	0.069	0.000	0.000	0.111	0.033	0.041	1.000	0.988	1.000	0.352
Customer Satisfaction	0.153	0.193	0.005	0.115	0.152	0.129	0.000	0.055	0.129	0.093	0.125	0.000	0.025	0.000	0.039	0.088	0.232	0.215	0.170	0.121	0.069	0.045	0.277	0.210	0.304	0.087	0.103	0.154	0.066	0.048	0.023	0.108	0.328	0.183	0.113	0.000	0.071	0.152	0.174	0.261	0.853	0.201	0.352	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

First rows
Last rows

	Customer ID	Referred a Friend	Number of Referrals	Tenure in Months	Offer	Phone Service	Avg Monthly Long Distance Charges	Multiple Lines	Internet Service	Internet Type	Avg Monthly GB Download	Online Security	Online Backup	Device Protection Plan	Premium Tech Support	Streaming TV	Streaming Movies	Streaming Music	Unlimited Data	Contract	Paperless Billing	Payment Method	Monthly Charge	Total Regular Charges	Total Refunds	Total Extra Data Charges	Total Long Distance Charges	Gender	Age	Under 30	Senior Citizen	Married	Dependents	Number of Dependents	City	Zip Code	Latitude	Longitude	Population	Churn Value	CLTV	Churn Category	Churn Reason	Total Customer Svc Requests	Product/Service Issues Reported	Customer Satisfaction
0	8779-QRDMV	No	0	1	None	No	0.00	No	Yes	Fiber Optic	9	No	No	Yes	No	No	Yes	No	No	Month-to-Month	Yes	Bank Withdrawal	41.236	39.65	0.00	0.0	0.00	Male	78	No	Yes	No	No	0	Los Angeles	90022	34.023810	-118.156582	68701	1	5433	Competitor	Competitor offered more data	5	0	NaN
1	7495-OOKFY	Yes	1	8	Offer E	Yes	48.85	Yes	Yes	Cable	19	No	Yes	No	No	No	No	No	No	Month-to-Month	Yes	Credit Card	83.876	633.30	0.00	120.0	390.80	Female	74	No	Yes	Yes	Yes	1	Los Angeles	90063	34.044271	-118.185237	55668	1	5302	Competitor	Competitor made better offer	5	0	NaN
2	1658-BYGOY	No	0	18	Offer D	Yes	11.33	Yes	Yes	Fiber Optic	57	No	No	No	No	Yes	Yes	Yes	Yes	Month-to-Month	Yes	Bank Withdrawal	99.268	1752.55	45.61	0.0	203.94	Male	71	No	Yes	No	Yes	3	Los Angeles	90065	34.108833	-118.229715	47534	1	3179	Competitor	Competitor made better offer	1	0	NaN
3	4598-XLKNJ	Yes	1	25	Offer C	Yes	19.76	No	Yes	Fiber Optic	13	No	Yes	Yes	No	Yes	Yes	No	No	Month-to-Month	Yes	Bank Withdrawal	102.440	2514.50	13.43	327.0	494.00	Female	78	No	Yes	Yes	Yes	1	Inglewood	90303	33.936291	-118.332639	27778	1	5337	Dissatisfaction	Limited range of services	1	1	2.0
4	4846-WHAFZ	Yes	1	37	Offer C	Yes	6.33	Yes	Yes	Cable	15	No	No	No	No	No	No	No	No	Month-to-Month	Yes	Bank Withdrawal	79.560	2868.15	0.00	430.0	234.21	Female	80	No	Yes	Yes	Yes	1	Whittier	90602	33.972119	-118.020188	26265	1	2793	Price	Extra data charges	1	0	2.0
5	4412-YLTKF	No	0	27	Offer C	Yes	3.33	Yes	Yes	Fiber Optic	20	No	No	Yes	No	No	No	No	No	Month-to-Month	Yes	Bank Withdrawal	81.172	2135.50	0.00	427.0	89.91	Female	72	No	Yes	No	Yes	1	Pico Rivera	90660	33.989524	-118.089299	63288	1	4638	Competitor	Competitor had better devices	0	0	NaN
6	0390-DCFDQ	Yes	1	1	Offer E	Yes	15.28	No	Yes	Cable	33	No	No	No	No	No	No	No	No	Month-to-Month	Yes	Mailed Check	73.268	70.45	0.00	0.0	15.28	Female	76	No	Yes	Yes	Yes	2	Los Alamitos	90720	33.794990	-118.065591	21343	1	3964	Other	Don't know	7	0	NaN
7	3445-HXXGF	Yes	6	58	Offer B	No	0.00	No	Yes	Cable	26	No	Yes	Yes	No	No	Yes	No	No	Month-to-Month	Yes	Bank Withdrawal	47.112	2651.20	40.95	689.0	0.00	Male	66	No	Yes	Yes	No	0	Sierra Madre	91024	34.168686	-118.057505	10558	1	5444	Dissatisfaction	Service dissatisfaction	2	1	1.0
8	2656-FMOKZ	No	0	15	Offer D	Yes	44.07	Yes	Yes	Cable	21	No	No	No	No	No	No	No	No	Month-to-Month	Yes	Mailed Check	77.428	1145.70	0.00	241.0	661.05	Female	70	No	Yes	No	Yes	2	Pasadena	91106	34.139402	-118.128658	23742	1	5717	Dissatisfaction	Limited range of services	3	0	2.0
9	2070-FNEXE	No	0	7	Offer E	Yes	26.95	No	Yes	DSL	20	Yes	No	No	No	No	No	No	No	Month-to-Month	No	Bank Withdrawal	79.508	503.60	11.05	101.0	188.65	Female	77	No	Yes	No	Yes	2	Pasadena	91107	34.159007	-118.087353	32369	1	4419	Price	Lack of affordable download/upload speed	3	0	NaN

	Customer ID	Referred a Friend	Number of Referrals	Tenure in Months	Offer	Phone Service	Avg Monthly Long Distance Charges	Multiple Lines	Internet Service	Internet Type	Avg Monthly GB Download	Online Security	Online Backup	Device Protection Plan	Premium Tech Support	Streaming TV	Streaming Movies	Streaming Music	Unlimited Data	Contract	Paperless Billing	Payment Method	Monthly Charge	Total Regular Charges	Total Refunds	Total Extra Data Charges	Total Long Distance Charges	Gender	Age	Under 30	Senior Citizen	Married	Dependents	Number of Dependents	City	Zip Code	Latitude	Longitude	Population	CLTV	Churn Category	Churn Reason	Total Customer Svc Requests	Product/Service Issues Reported	Customer Satisfaction
7033	9281-CEDRU	Yes	2	68	None	Yes	8.62	No	Yes	Cable	53	No	Yes	No	Yes	Yes	No	No	Yes	Two Year	No	Bank Withdrawal	64.10	4326.25	19.12	229.29	586.16	Female	23	Yes	No	Yes	No	0	Salton City	92275	33.281560	-115.955541	799	5553	NaN	NaN	1	0	NaN
7034	0871-OPBXW	No	0	2	Offer E	Yes	6.85	No	No	None	0	No	No	No	No	No	No	No	No	Month-to-Month	Yes	Mailed Check	20.05	39.25	0.00	0.00	13.70	Female	57	No	No	No	No	0	Escondido	92027	33.141265	-116.967221	48690	5191	NaN	NaN	1	0	3.0
7035	9767-FFLEM	No	0	38	None	Yes	35.04	No	Yes	Fiber Optic	2	No	No	No	No	No	No	No	No	Month-to-Month	Yes	Credit Card	69.50	2625.25	20.19	53.00	1331.52	Male	63	No	No	No	No	0	Westmorland	92281	33.036790	-115.605030	2388	4591	NaN	NaN	1	0	NaN
7036	8456-QDAVC	No	0	19	None	Yes	29.55	No	Yes	Fiber Optic	13	No	No	No	No	Yes	No	No	No	Month-to-Month	Yes	Bank Withdrawal	78.70	1495.10	26.84	194.00	561.45	Male	57	No	No	No	No	0	Winterhaven	92283	32.852947	-114.850784	3663	2464	NaN	NaN	0	0	NaN
7037	7750-EYXWZ	No	0	12	None	No	0.00	No	Yes	Fiber Optic	24	No	Yes	Yes	Yes	Yes	Yes	Yes	Yes	One Year	No	Bank Withdrawal	60.65	743.30	40.41	17.84	0.00	Female	62	No	No	No	No	0	Yucca Valley	92284	34.159534	-116.425984	20486	3740	NaN	NaN	0	0	NaN
7038	2569-WGERO	No	0	72	None	Yes	22.77	No	No	None	0	No	No	No	No	No	No	No	No	Two Year	Yes	Bank Withdrawal	21.15	1419.40	19.31	0.00	1639.44	Female	30	No	No	No	No	0	Landers	92285	34.341737	-116.539416	2182	5306	NaN	NaN	0	0	NaN
7039	6840-RESVB	Yes	1	24	Offer C	Yes	36.05	Yes	Yes	DSL	24	Yes	No	Yes	Yes	Yes	Yes	Yes	Yes	One Year	Yes	Mailed Check	84.80	1990.50	48.23	0.00	865.20	Male	38	No	No	Yes	Yes	2	Adelanto	92301	34.667815	-117.536183	18980	2140	NaN	NaN	2	0	NaN
7040	2234-XADUH	Yes	4	72	None	Yes	29.66	Yes	Yes	Cable	59	No	Yes	Yes	No	Yes	Yes	Yes	No	One Year	Yes	Credit Card	103.20	7362.90	45.38	4344.00	2135.52	Female	30	No	No	Yes	Yes	2	Amboy	92304	34.559882	-115.637164	42	5560	NaN	NaN	2	0	4.0
7041	4801-JZAZL	Yes	1	11	None	No	0.00	No	Yes	DSL	17	Yes	No	No	No	No	No	No	Yes	Month-to-Month	Yes	Bank Withdrawal	29.60	346.45	27.24	0.00	0.00	Female	32	No	No	Yes	Yes	2	Angelus Oaks	92305	34.167800	-116.864330	301	2793	NaN	NaN	0	0	NaN
7042	3186-AJIEK	No	0	66	None	Yes	30.96	No	Yes	Fiber Optic	11	Yes	No	Yes	Yes	Yes	Yes	Yes	Yes	Two Year	Yes	Bank Withdrawal	105.65	6844.50	0.00	0.00	2043.36	Male	44	No	No	No	No	0	Apple Valley	92308	34.424926	-117.184503	28819	5097	NaN	NaN	1	2	NaN

Overview

Variables

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Uppercase Letter

Decimal Number

Dash Punctuation

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Uppercase Letter

Lowercase Letter

Space Separator

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Space Separator

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Dash Punctuation

Space Separator

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Space Separator

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks